1
|
Weng LC, Khurshid S, Hall AW, Nauffal V, Morrill VN, Sun YV, Rämö JT, Beer D, Lee S, Nadkarni G, Johnson R, Andreasen L, Clayton A, Pullinger CR, Yoneda ZT, Friedman DJ, Hyman MC, Judy RL, Skanes AC, Orland KM, Jordà P, Treu TM, Oetjens MT, Subbiah R, Hartmann JP, May HT, Kane JP, Issa TZ, Nafissi NA, Leong-Sit P, Dubé MP, Roselli C, Choi SH, Tardif JC, Khan HR, Knight S, Svendsen JH, Walker B, Linnér RK, Gaziano JM, Tadros R, Fatkin D, Rader DJ, Shah SH, Roden DM, Marcus GM, Loos RJ, Damrauer SM, Haggerty CM, Cho K, Palotie A, Olesen MS, Eckhardt LL, Roberts JD, Cutler MJ, Shoemaker MB, Wilson PW, Ellinor PT, Lubitz SA. Meta-Analysis of Genome-Wide Association Studies Reveals Genetic Mechanisms of Supraventricular Arrhythmias. CIRCULATION. GENOMIC AND PRECISION MEDICINE 2024; 17:e004320. [PMID: 38804128 PMCID: PMC11187659 DOI: 10.1161/circgen.123.004320] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Accepted: 03/31/2024] [Indexed: 05/29/2024]
Abstract
BACKGROUND Substantial data support a heritable basis for supraventricular tachycardias, but the genetic determinants and molecular mechanisms of these arrhythmias are poorly understood. We sought to identify genetic loci associated with atrioventricular nodal reentrant tachycardia (AVNRT) and atrioventricular accessory pathways or atrioventricular reciprocating tachycardia (AVAPs/AVRT). METHODS We performed multiancestry meta-analyses of genome-wide association studies to identify genetic loci for AVNRT (4 studies) and AVAP/AVRT (7 studies). We assessed evidence supporting the potential causal effects of candidate genes by analyzing relations between associated variants and cardiac gene expression, performing transcriptome-wide analyses, and examining prior genome-wide association studies. RESULTS Analyses comprised 2384 AVNRT cases and 106 489 referents, and 2811 AVAP/AVRT cases and 1,483 093 referents. We identified 2 significant loci for AVNRT, which implicate NKX2-5 and TTN as disease susceptibility genes. A transcriptome-wide association analysis supported an association between reduced predicted cardiac expression of NKX2-5 and AVNRT. We identified 3 significant loci for AVAP/AVRT, which implicate SCN5A, SCN10A, and TTN/CCDC141. Variant associations at several loci have been previously reported for cardiac phenotypes, including atrial fibrillation, stroke, Brugada syndrome, and electrocardiographic intervals. CONCLUSIONS Our findings highlight gene regions associated with ion channel function (AVAP/AVRT), as well as cardiac development and the sarcomere (AVAP/AVRT and AVNRT) as important potential effectors of supraventricular tachycardia susceptibility.
Collapse
Affiliation(s)
- Lu-Chen Weng
- Cardiovascular Rsrch Ctr, Dept of Medicine, Dept of Neurology & Dept of Psychiatry, MGH, Boston
- Cardiovascular Disease Initiative, The Broad Institute of MIT & Harvard, Cambridge
- VA Boston Healthcare System
| | - Shaan Khurshid
- Cardiovascular Disease Initiative, The Broad Institute of MIT & Harvard, Cambridge
- Demoulas Ctr for Cardiac Arrhythmias, Dept of Medicine, Dept of Neurology & Dept of Psychiatry, MGH, Boston
| | - Amelia Weber Hall
- Gene Regulation Observatory, The Broad Institute of MIT & Harvard, Cambridge
| | - Victor Nauffal
- Cardiovascular Disease Initiative, The Broad Institute of MIT & Harvard, Cambridge
- VA Boston Healthcare System
- Cardiovascular Medicine Division, Brigham and Women’s Hospital, Boston, MA
| | - Valerie N. Morrill
- Cardiovascular Disease Initiative, The Broad Institute of MIT & Harvard, Cambridge
| | - Yan V. Sun
- Dept of Epidemiology, Emory Univ Rollins School of Public Health, Atlanta
- VA Atlanta Healthcare System, Decatur, GA
| | - Joel T. Rämö
- Inst for Molecular Medicine Finland (FIMM), Helsinki Inst of Life Science (HiLIFE), Univ of Helsinki, Helsinki, Finland
- The Broad Inst of MIT & Harvard, Cambridge, MA
| | | | - Simon Lee
- Icahn School of Medicine at Mount Sinai, New York, NY
| | | | - Renee Johnson
- Victor Chang Cardiac Rsrch Inst, Darlinghurst
- School of Clinical Medicine, Faculty of Medicine & Health, UNSW Sydney, Kensington, NSW, Australia
| | - Laura Andreasen
- Laboratory for Molecular Cardiology, Dept of Cardiology, Copenhagen Univ Hospital, Rigshospitalet
- Dept of Biomedical Sciences, Univ of Copenhagen, Copenhagen, Denmark
| | - Anne Clayton
- Intermountain Heart Inst, Intermountain Medical Ctr, Murray, UT
| | - Clive R. Pullinger
- Cardiovascular Rsrch Inst & Dept of Physiological Nursing, Univ of California, San Francisco, CA
| | - Zachary T. Yoneda
- Dept of Medicine, Division of Cardiovascular Medicine, Vanderbilt Univ Medical Ctr, Nashville, TN
| | - Daniel J. Friedman
- Division of Cardiology, Dept of Medicine, Duke Univ School of Medicine, Durham, NC
| | - Matthew C. Hyman
- Division of Cardiac Electrophysiology, Hospital of the Univ of Pennsylvania
| | - Renae L. Judy
- Dept of Surgery, Perelman School of Medicine, Univ of Pennsylvania, Philadelphia, PA
| | - Allan C. Skanes
- Section of Cardiac Electrophysiology, Division of Cardiology, Dept of Medicine, Western Univ, London, ON, Canada
| | - Kate M. Orland
- Dept of Medicine, Division of Cardiovascular Medicine, Univ of Wisconsin–Madison, Madison, WI
| | - Paloma Jordà
- Montreal Heart Inst Rsrch Ctr & Faculty of Medicine, Université de Montréal, Montreal, QC, Canada
| | | | | | - Rajesh Subbiah
- Victor Chang Cardiac Rsrch Inst, Darlinghurst
- School of Clinical Medicine, Faculty of Medicine & Health, UNSW Sydney, Kensington, NSW, Australia
- St Vincent’s Hospital, Darlinghurst
| | - Jacob P. Hartmann
- Laboratory for Molecular Cardiology, Dept of Cardiology, Copenhagen Univ Hospital, Rigshospitalet
| | - Heidi T. May
- Intermountain Heart Inst, Intermountain Medical Ctr, Murray, UT
| | - John P. Kane
- Cardiovascular Rsrch Inst, Univ of California, San Francisco, CA
- Dept of Medicine, Univ of California, San Francisco, CA
- Dept of Biochemistry & Biophysics, Univ of California, San Francisco, CA
| | - Tariq Z. Issa
- Feinberg School of Medicine, Northwestern Univ, Chicago, IL
| | - Navid A. Nafissi
- Division of Cardiology, Dept of Medicine, Duke Univ School of Medicine, Durham, NC
| | - Peter Leong-Sit
- Section of Cardiac Electrophysiology, Division of Cardiology, Dept of Medicine, Western Univ, London, ON, Canada
| | - Marie-Pierre Dubé
- Montreal Heart Inst Rsrch Ctr & Faculty of Medicine, Université de Montréal, Montreal, QC, Canada
- Beaulieu-Saucier Pharmacogenomics Ctr, Montreal, Canada
| | - Carolina Roselli
- Cardiovascular Disease Initiative, The Broad Institute of MIT & Harvard, Cambridge
- Dept of Cardiology, Univ of Groningen, University Medical Ctr Groningen, the Netherlands
| | - Seung Hoan Choi
- Cardiovascular Disease Initiative, The Broad Institute of MIT & Harvard, Cambridge
| | | | | | | | - Jean-Claude Tardif
- Montreal Heart Inst Rsrch Ctr & Faculty of Medicine, Université de Montréal, Montreal, QC, Canada
| | - Habib R. Khan
- Section of Cardiac Electrophysiology, Division of Cardiology, Dept of Medicine, Western Univ, London, ON, Canada
| | - Stacey Knight
- Intermountain Heart Inst, Intermountain Medical Ctr, Murray, UT
- Dept of Medicine, Univ of Utah, Salt Lake City, UT
| | - Jesper H. Svendsen
- Laboratory for Molecular Cardiology, Dept of Cardiology, Copenhagen Univ Hospital, Rigshospitalet
- Dept of Clinical Medicine, Univ of Copenhagen, Copenhagen, Denmark
| | - Bruce Walker
- School of Clinical Medicine, Faculty of Medicine & Health, UNSW Sydney, Kensington, NSW, Australia
- St Vincent’s Hospital, Darlinghurst
| | - Richard Karlsson Linnér
- Autism & Developmental Medicine Inst, Geisinger, Lewisburg, PA
- Dept of Economics, Leiden Law School, Leiden Univ, Leiden, the Netherlands
| | - J. Michael Gaziano
- VA Boston Healthcare System
- Cardiovascular Medicine Division, Brigham and Women’s Hospital, Boston, MA
- Harvard Medical School, Boston, MA
| | - Rafik Tadros
- Montreal Heart Inst Rsrch Ctr & Faculty of Medicine, Université de Montréal, Montreal, QC, Canada
| | - Diane Fatkin
- Victor Chang Cardiac Rsrch Inst, Darlinghurst
- School of Clinical Medicine, Faculty of Medicine & Health, UNSW Sydney, Kensington, NSW, Australia
- St Vincent’s Hospital, Darlinghurst
| | - Daniel J. Rader
- Division of Cardiovascular Medicine, Dept of Medicine, Perelman School of Medicine, Univ of Pennsylvania, Philadelphia, PA
| | - Svati H. Shah
- Division of Cardiology, Dept of Medicine, Duke Univ School of Medicine, Durham, NC
- Duke Molecular Physiology Inst, Duke Univ School of Medicine, Durham, NC
| | | | | | - Ruth J.F. Loos
- Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY & Novo Nordisk Foundation Ctr for Basic Metabolic Rsrch, Dept of Health & Medical Sciences, Univ of Copenhagen, Copenhagen, Denmark
| | - Scott M. Damrauer
- Dept of Surgery & Dept of Genetics, Perelman School of Medicine, Univ of Pennsylvania, Philadelphia, PA
- Corporal Michael Crescenz VA Medical Ctr, Philadelphia
| | - Christopher M. Haggerty
- Heart Inst, Geisinger, Danville, PA
- Dept of Translational Data Science & Informatics, Geisinger, Danville, PA
| | - Kelly Cho
- VA Boston Healthcare System
- Cardiovascular Medicine Division, Brigham and Women’s Hospital, Boston, MA
| | - Aarno Palotie
- Inst for Molecular Medicine Finland (FIMM), Helsinki Inst of Life Science (HiLIFE), Univ of Helsinki, Helsinki, Finland
- The Stanley Center for Psychiatric Rsrch & Program in Medical & Population Genetics, The Broad Institute of MIT & Harvard, Cambridge
- Analytic & Translational Genetics Unit, Dept of Medicine, Dept of Neurology & Dept of Psychiatry, MGH, Boston
| | - Morten S. Olesen
- Laboratory for Molecular Cardiology, Dept of Cardiology, Copenhagen Univ Hospital, Rigshospitalet
- Dept of Biomedical Sciences, Univ of Copenhagen, Copenhagen, Denmark
| | - Lee L. Eckhardt
- Dept of Medicine, Division of Cardiovascular Medicine, Univ of Wisconsin–Madison, Madison, WI
| | - Jason D. Roberts
- Section of Cardiac Electrophysiology, Division of Cardiology, Dept of Medicine, Western Univ, London, ON, Canada
| | | | - M. Benjamin Shoemaker
- Dept of Medicine, Division of Cardiovascular Medicine, Vanderbilt Univ Medical Ctr, Nashville, TN
| | - Peter W.F. Wilson
- VA Atlanta Healthcare System, Decatur, GA
- Dept of Medicine, Emory Univ School of Medicine, Atlanta, GA
| | - Patrick T. Ellinor
- Cardiovascular Disease Initiative, The Broad Institute of MIT & Harvard, Cambridge
- Demoulas Ctr for Cardiac Arrhythmias, Dept of Medicine, Dept of Neurology & Dept of Psychiatry, MGH, Boston
| | - Steven A. Lubitz
- Cardiovascular Disease Initiative, The Broad Institute of MIT & Harvard, Cambridge
- Demoulas Ctr for Cardiac Arrhythmias, Dept of Medicine, Dept of Neurology & Dept of Psychiatry, MGH, Boston
| |
Collapse
|
2
|
Muhammad A, Calandranis ME, Li B, Yang T, Blackwell DJ, Harvey ML, Smith JE, Daniel ZA, Chew AE, Capra JA, Matreyek KA, Fowler DM, Roden DM, Glazer AM. High-throughput functional mapping of variants in an arrhythmia gene, KCNE1, reveals novel biology. Genome Med 2024; 16:73. [PMID: 38816749 PMCID: PMC11138074 DOI: 10.1186/s13073-024-01340-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2023] [Accepted: 04/26/2024] [Indexed: 06/01/2024] Open
Abstract
BACKGROUND KCNE1 encodes a 129-residue cardiac potassium channel (IKs) subunit. KCNE1 variants are associated with long QT syndrome and atrial fibrillation. However, most variants have insufficient evidence of clinical consequences and thus limited clinical utility. METHODS In this study, we leveraged the power of variant effect mapping, which couples saturation mutagenesis with high-throughput sequencing, to ascertain the function of thousands of protein-coding KCNE1 variants. RESULTS We comprehensively assayed KCNE1 variant cell surface expression (2554/2709 possible single-amino-acid variants) and function (2534 variants). Our study identified 470 loss- or partial loss-of-surface expression and 574 loss- or partial loss-of-function variants. Of the 574 loss- or partial loss-of-function variants, 152 (26.5%) had reduced cell surface expression, indicating that most functionally deleterious variants affect channel gating. Nonsense variants at residues 56-104 generally had WT-like trafficking scores but decreased functional scores, indicating that the latter half of the protein is dispensable for protein trafficking but essential for channel function. 22 of the 30 KCNE1 residues (73%) highly intolerant of variation (with > 70% loss-of-function variants) were in predicted close contact with binding partners KCNQ1 or calmodulin. Our functional assay data were consistent with gold standard electrophysiological data (ρ = - 0.64), population and patient cohorts (32/38 presumed benign or pathogenic variants with consistent scores), and computational predictors (ρ = - 0.62). Our data provide moderate-strength evidence for the American College of Medical Genetics/Association of Molecular Pathology functional criteria for benign and pathogenic variants. CONCLUSIONS Comprehensive variant effect maps of KCNE1 can both provide insight into I Ks channel biology and help reclassify variants of uncertain significance.
Collapse
Affiliation(s)
- Ayesha Muhammad
- Vanderbilt Genetics Institute, Vanderbilt University Medical Center, 1235 Medical Research Building IV, 2215B Garland Avenue, Nashville, TN, 37232, USA
- Medical Scientist Training Program, Vanderbilt University, Nashville, TN, 37232, USA
| | - Maria E Calandranis
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
| | - Bian Li
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
- Regeneron Pharmaceuticals Inc., Tarrytown, NY, USA
| | - Tao Yang
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
| | - Daniel J Blackwell
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
| | - M Lorena Harvey
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
| | - Jeremy E Smith
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
| | - Zerubabell A Daniel
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
| | - Ashli E Chew
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
| | - John A Capra
- Bakar Computational Health Sciences Institute and Department of Epidemiology and Biostatistics, University of California, San Francisco, CA, 94143, USA
| | - Kenneth A Matreyek
- Department of Pathology, Case Western Reserve University School of Medicine, Cleveland, OH, 44106, USA
| | - Douglas M Fowler
- Department of Genome Sciences, University of Washington, Seattle, WA, 98195, USA
| | - Dan M Roden
- Vanderbilt Genetics Institute, Vanderbilt University Medical Center, 1235 Medical Research Building IV, 2215B Garland Avenue, Nashville, TN, 37232, USA
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
- Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
- Department of Pharmacology, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
| | - Andrew M Glazer
- Vanderbilt Genetics Institute, Vanderbilt University Medical Center, 1235 Medical Research Building IV, 2215B Garland Avenue, Nashville, TN, 37232, USA.
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, 37232, USA.
| |
Collapse
|
3
|
Kuwabara Y, York AJ, Lin SC, Sargent MA, Grimes KM, Pirruccello JP, Molkentin JD. A human FLII gene variant alters sarcomeric actin thin filament length and predisposes to cardiomyopathy. Proc Natl Acad Sci U S A 2023; 120:e2213696120. [PMID: 37126682 PMCID: PMC10175844 DOI: 10.1073/pnas.2213696120] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2022] [Accepted: 04/07/2023] [Indexed: 05/03/2023] Open
Abstract
To better understand the genetic basis of heart disease, we identified a variant in the Flightless-I homolog (FLII) gene that generates a R1243H missense change and predisposes to cardiac remodeling across multiple previous human genome-wide association studies (GWAS). Since this gene is of unknown function in the mammalian heart we generated gain- and loss-of-function genetically altered mice, as well as knock-in mice with the syntenic R1245H amino acid substitution, which showed that Flii protein binds the sarcomeric actin thin filament and influences its length. Deletion of Flii from the heart, or mice with the R1245H amino acid substitution, show cardiomyopathy due to shortening of the actin thin filaments. Mechanistically, Flii is a known actin binding protein that we show associates with tropomodulin-1 (TMOD1) to regulate sarcomere thin filament length. Indeed, overexpression of leiomodin-2 in the heart, which lengthens the actin-containing thin filaments, partially rescued disease due to heart-specific deletion of Flii. Collectively, the identified FLII human variant likely increases cardiomyopathy risk through an alteration in sarcomere structure and associated contractile dynamics, like other sarcomere gene-based familial cardiomyopathies.
Collapse
Affiliation(s)
- Yasuhide Kuwabara
- Department of Pediatrics, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH45229
| | - Allen J. York
- Department of Pediatrics, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH45229
| | - Suh-Chin Lin
- Department of Pediatrics, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH45229
| | - Michelle A. Sargent
- Department of Pediatrics, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH45229
| | - Kelly M. Grimes
- Department of Pediatrics, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH45229
| | - James P. Pirruccello
- Division of Cardiology, University of California San Francisco, San Francisco, CA94158
| | - Jeffery D. Molkentin
- Department of Pediatrics, Cincinnati Children’s Hospital and the University of Cincinnati, Cincinnati, OH45229
| |
Collapse
|
4
|
Muhammad A, Calandranis ME, Li B, Yang T, Blackwell DJ, Harvey ML, Smith JE, Chew AE, Capra JA, Matreyek KA, Fowler DM, Roden DM, Glazer AM. High-throughput functional mapping of variants in an arrhythmia gene, KCNE1, reveals novel biology. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.04.28.538612. [PMID: 37162834 PMCID: PMC10168370 DOI: 10.1101/2023.04.28.538612] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/11/2023]
Abstract
Background KCNE1 encodes a 129-residue cardiac potassium channel (IKs) subunit. KCNE1 variants are associated with long QT syndrome and atrial fibrillation. However, most variants have insufficient evidence of clinical consequences and thus limited clinical utility. Results Here, we demonstrate the power of variant effect mapping, which couples saturation mutagenesis with high-throughput sequencing, to ascertain the function of thousands of protein coding KCNE1 variants. We comprehensively assayed KCNE1 variant cell surface expression (2,554/2,709 possible single amino acid variants) and function (2,539 variants). We identified 470 loss-of-surface expression and 588 loss-of-function variants. Out of the 588 loss-of-function variants, only 155 had low cell surface expression. The latter half of the protein is dispensable for protein trafficking but essential for channel function. 22 of the 30 KCNE1 residues (73%) highly intolerant of variation were in predicted close contact with binding partners KCNQ1 or calmodulin. Our data were highly concordant with gold standard electrophysiological data (ρ = -0.65), population and patient cohorts (32/38 concordant variants), and computational metrics (ρ = -0.55). Our data provide moderate-strength evidence for the ACMG/AMP functional criteria for benign and pathogenic variants. Conclusions Comprehensive variant effect maps of KCNE1 can both provide insight into IKs channel biology and help reclassify variants of uncertain significance.
Collapse
Affiliation(s)
- Ayesha Muhammad
- Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN 37232, USA
- Medical Scientist Training Program, Vanderbilt University, Nashville, TN 37232, USA
| | - Maria E. Calandranis
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - Bian Li
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - Tao Yang
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - Daniel J. Blackwell
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - M. Lorena Harvey
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - Jeremy E. Smith
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - Ashli E. Chew
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - John A. Capra
- Bakar Computational Health Sciences Institute and Department of Epidemiology and Biostatistics, University of California, San Francisco, CA 94143, USA
| | - Kenneth A. Matreyek
- Department of Pathology, Case Western Reserve University School of Medicine, Cleveland, OH 44106, USA
| | - Douglas M. Fowler
- Department of Genome Sciences, University of Washington, Seattle, WA 98195, USA
| | - Dan M. Roden
- Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN 37232, USA
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN 37232, USA
- Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN 37232, USA
- Department of Pharmacology, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - Andrew M. Glazer
- Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN 37232, USA
- Department of Medicine, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| |
Collapse
|
5
|
Krijger Juárez C, Amin AS, Offerhaus JA, Bezzina CR, Boukens BJ. Cardiac Repolarization in Health and Disease. JACC Clin Electrophysiol 2023; 9:124-138. [PMID: 36697193 DOI: 10.1016/j.jacep.2022.09.017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2022] [Revised: 09/16/2022] [Accepted: 09/21/2022] [Indexed: 12/03/2022]
Abstract
Abnormal cardiac repolarization is at the basis of life-threatening arrhythmias in various congenital and acquired cardiac diseases. Dysfunction of ion channels involved in repolarization at the cellular level are often the underlying cause of the repolarization abnormality. The expression pattern of the gene encoding the affected ion channel dictates its impact on the shape of the T-wave and duration of the QT interval, thereby setting the stage for both the occurrence of the trigger and the substrate for maintenance of the arrhythmia. Here we discuss how research into the genetic and electrophysiological basis of repolarization has provided us with insights into cardiac repolarization in health and disease and how this in turn may provide the basis for future improved patient-specific management.
Collapse
Affiliation(s)
- Christian Krijger Juárez
- Department of Experimental Cardiology, Amsterdam University Medical Center, Amsterdam, the Netherlands
| | - Ahmad S Amin
- Department of Cardiology, Amsterdam University Medical Center, Amsterdam, the Netherlands
| | - Joost A Offerhaus
- Department of Experimental Cardiology, Amsterdam University Medical Center, Amsterdam, the Netherlands
| | - Connie R Bezzina
- Department of Experimental Cardiology, Amsterdam University Medical Center, Amsterdam, the Netherlands
| | - Bastiaan J Boukens
- Department of Medical Biology, Amsterdam University Medical Center, Amsterdam, the Netherlands; Department of Physiology, Cardiovascular Research Institute Maastricht, Maastricht University, Maastricht, the Netherlands.
| |
Collapse
|
6
|
Halford JL, Morrill VN, Choi SH, Jurgens SJ, Melloni G, Marston NA, Weng LC, Nauffal V, Hall AW, Gunn S, Austin-Tse CA, Pirruccello JP, Khurshid S, Rehm HL, Benjamin EJ, Boerwinkle E, Brody JA, Correa A, Fornwalt BK, Gupta N, Haggerty CM, Harris S, Heckbert SR, Hong CC, Kooperberg C, Lin HJ, Loos RJF, Mitchell BD, Morrison AC, Post W, Psaty BM, Redline S, Rice KM, Rich SS, Rotter JI, Schnatz PF, Soliman EZ, Sotoodehnia N, Wong EK, Sabatine MS, Ruff CT, Lunetta KL, Ellinor PT, Lubitz SA. Endophenotype effect sizes support variant pathogenicity in monogenic disease susceptibility genes. Nat Commun 2022; 13:5106. [PMID: 36042188 PMCID: PMC9427940 DOI: 10.1038/s41467-022-32009-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2021] [Accepted: 07/12/2022] [Indexed: 11/09/2022] Open
Abstract
Accurate and efficient classification of variant pathogenicity is critical for research and clinical care. Using data from three large studies, we demonstrate that population-based associations between rare variants and quantitative endophenotypes for three monogenic diseases (low-density-lipoprotein cholesterol for familial hypercholesterolemia, electrocardiographic QTc interval for long QT syndrome, and glycosylated hemoglobin for maturity-onset diabetes of the young) provide evidence for variant pathogenicity. Effect sizes are associated with pathogenic ClinVar assertions (P < 0.001 for each trait) and discriminate pathogenic from non-pathogenic variants (area under the curve 0.82-0.84 across endophenotypes). An effect size threshold of ≥ 0.5 times the endophenotype standard deviation nominates up to 35% of rare variants of uncertain significance or not in ClinVar in disease susceptibility genes with pathogenic potential. We propose that variant associations with quantitative endophenotypes for monogenic diseases can provide evidence supporting pathogenicity.
Collapse
Affiliation(s)
- Jennifer L Halford
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Valerie N Morrill
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
| | - Seung Hoan Choi
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Sean J Jurgens
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Department of Experimental Cardiology, Amsterdam UMC, Amsterdam, Netherlands
| | - Giorgio Melloni
- TIMI Study Group, Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Nicholas A Marston
- TIMI Study Group, Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Lu-Chen Weng
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
| | - Victor Nauffal
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Amelia W Hall
- Gene Regulation Observatory and Epigenomics Platform, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Sophia Gunn
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Christina A Austin-Tse
- Laboratory for Molecular Medicine, Mass General Brigham Personalized Medicine, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - James P Pirruccello
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
| | - Shaan Khurshid
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
- Demoulas Center for Cardiac Arrhythmias, Massachusetts General Hospital, Boston, MA, USA
| | - Heidi L Rehm
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Harvard Medical School, Boston, MA, USA
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Emelia J Benjamin
- NHLBI and Boston University's Framingham Heart Study, Framingham, MA, USA
- Department of Medicine, Boston Medical Center, Boston University School of Medicine, Boston, MA, USA
- Department of Epidemiology, Boston University School of Public Health, Boston, MA, USA
| | - Eric Boerwinkle
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, Texas, USA
| | - Jennifer A Brody
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Adolfo Correa
- Departments of Medicine, Pediatrics and Population Health Science, University of Mississippi Medical Center, Jackson, MS, USA
| | - Brandon K Fornwalt
- Department of Translational Data Science and Informatics, Geisinger, Danville, PA, USA
- Heart Institute, Geisinger, Danville, PA, USA
- Department of Radiology, Geisinger, Danville, PA, USA
| | - Namrata Gupta
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Christopher M Haggerty
- Department of Translational Data Science and Informatics, Geisinger, Danville, PA, USA
- Heart Institute, Geisinger, Danville, PA, USA
| | - Stephanie Harris
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
| | - Susan R Heckbert
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, Washington, USA
| | - Charles C Hong
- University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - Charles Kooperberg
- Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA, USA
| | - Henry J Lin
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Ruth J F Loos
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, 10029, New York, NY, USA
- The Mindich Child Health and Development Institute, Icahn School of Medicine at Mount Sinai, 10029, New York, NY, USA
| | - Braxton D Mitchell
- University of Maryland School of Medicine, Baltimore, Maryland, USA
- Geriatrics Research and Education Clinical Center, Baltimore Veterans Administration Medical Center, Baltimore, Maryland, USA
| | - Alanna C Morrison
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, The University of Texas Health Science Center at Houston, Houston, Texas, USA
| | - Wendy Post
- Division of Cardiology, Johns Hopkins Medicine, Baltimore, MD, USA
| | - Bruce M Psaty
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
- Department of Epidemiology, University of Washington, Seattle, Washington, USA
- Department of Health Systems and Population Health, University of Washington, Seattle, Washington, USA
| | - Susan Redline
- Department of Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Kenneth M Rice
- Department of Biostatistics, University of Washington, Seattle, WA, USA
| | - Stephen S Rich
- Center for Public Health Genomics, Department of Public Health Sciences, University of Virginia, Charlottesville, VA, USA
| | - Jerome I Rotter
- The Institute for Translational Genomics and Population Sciences, Department of Pediatrics, The Lundquist Institute for Biomedical Innovation at Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Peter F Schnatz
- Department of ObGyn, The Reading Hospital of Tower Health, Reading, PA, USA
| | - Elsayed Z Soliman
- Epidemiological Cardiology Research Center, Wake Forest School of Medicine, Winston Salem, NC, USA
| | - Nona Sotoodehnia
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
- Division of Cardiology, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Eugene K Wong
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Marc S Sabatine
- TIMI Study Group, Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Christian T Ruff
- TIMI Study Group, Division of Cardiovascular Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Kathryn L Lunetta
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Patrick T Ellinor
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA
- Demoulas Center for Cardiac Arrhythmias, Massachusetts General Hospital, Boston, MA, USA
| | - Steven A Lubitz
- Cardiovascular Disease Initiative, Broad Institute of MIT and Harvard, Cambridge, MA, USA.
- Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA, USA.
- Demoulas Center for Cardiac Arrhythmias, Massachusetts General Hospital, Boston, MA, USA.
| |
Collapse
|
7
|
Nauffal V, Morrill VN, Jurgens SJ, Choi SH, Hall AW, Weng LC, Halford JL, Austin-Tse C, Haggerty CM, Harris SL, Wong EK, Alonso A, Arking DE, Benjamin EJ, Boerwinkle E, Min YI, Correa A, Fornwalt BK, Heckbert SR, Kooperberg C, Lin HJ, J F Loos R, Rice KM, Gupta N, Blackwell TW, Mitchell BD, Morrison AC, Psaty BM, Post WS, Redline S, Rehm HL, Rich SS, Rotter JI, Soliman EZ, Sotoodehnia N, Lunetta KL, Ellinor PT, Lubitz SA. Monogenic and Polygenic Contributions to QTc Prolongation in the Population. Circulation 2022; 145:1524-1533. [PMID: 35389749 PMCID: PMC9117504 DOI: 10.1161/circulationaha.121.057261] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
BACKGROUND Rare sequence variation in genes underlying cardiac repolarization and common polygenic variation influence QT interval duration. However, current clinical genetic testing of individuals with unexplained QT prolongation is restricted to examination of monogenic rare variants. The recent emergence of large-scale biorepositories with sequence data enables examination of the joint contribution of rare and common variations to the QT interval in the population. METHODS We performed a genome-wide association study of the QTc in 84 630 UK Biobank participants and created a polygenic risk score (PRS). Among 26 976 participants with whole-genome sequencing and ECG data in the TOPMed (Trans-Omics for Precision Medicine) program, we identified 160 carriers of putative pathogenic rare variants in 10 genes known to be associated with the QT interval. We examined QTc associations with the PRS and with rare variants in TOPMed. RESULTS Fifty-four independent loci were identified by genome-wide association study in the UK Biobank. Twenty-one loci were novel, of which 12 were replicated in TOPMed. The PRS composed of 1 110 494 common variants was significantly associated with the QTc in TOPMed (ΔQTc/decile of PRS=1.4 ms [95% CI, 1.3 to 1.5]; P=1.1×10-196). Carriers of putative pathogenic rare variants had longer QTc than noncarriers (ΔQTc=10.9 ms [95% CI, 7.4 to 14.4]). Of individuals with QTc>480 ms, 23.7% carried either a monogenic rare variant or had a PRS in the top decile (3.4% monogenic, 21% top decile of PRS). CONCLUSIONS QTc duration in the population is influenced by both rare variants in genes underlying cardiac repolarization and polygenic risk, with a sizeable contribution from polygenic risk. Comprehensive assessment of the genetic determinants of QTc prolongation includes incorporation of both polygenic and monogenic risk.
Collapse
Affiliation(s)
- Victor Nauffal
- Division of Cardiovascular Medicine (V.N.), Brigham and Women's Hospital, Boston, MA
- Cardiovascular Disease Initiative (V.N., V.N.M., S.J.J., S.H.C., L.-C.W., J.L.H., P.T.E., S.A.L.), Broad Institute, Cambridge, MA
| | - Valerie N Morrill
- Cardiovascular Disease Initiative (V.N., V.N.M., S.J.J., S.H.C., L.-C.W., J.L.H., P.T.E., S.A.L.), Broad Institute, Cambridge, MA
| | - Sean J Jurgens
- Cardiovascular Disease Initiative (V.N., V.N.M., S.J.J., S.H.C., L.-C.W., J.L.H., P.T.E., S.A.L.), Broad Institute, Cambridge, MA
- Department of Experimental Cardiology, Amsterdam University Medical Centers, The Netherlands (S.J.J.)
- Program in Medical and Population Genetics, Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge (N.G., S.J.J., S.H.C., L.C.W., J.L.H., C.A.T., H.L.R., P.T.E., S.A.L.)
| | - Seung Hoan Choi
- Cardiovascular Disease Initiative (V.N., V.N.M., S.J.J., S.H.C., L.-C.W., J.L.H., P.T.E., S.A.L.), Broad Institute, Cambridge, MA
- Program in Medical and Population Genetics, Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge (N.G., S.J.J., S.H.C., L.C.W., J.L.H., C.A.T., H.L.R., P.T.E., S.A.L.)
| | - Amelia W Hall
- Gene Regulation Observatory (A.W.H.), Broad Institute, Cambridge, MA
| | - Lu-Chen Weng
- Cardiovascular Disease Initiative (V.N., V.N.M., S.J.J., S.H.C., L.-C.W., J.L.H., P.T.E., S.A.L.), Broad Institute, Cambridge, MA
- Program in Medical and Population Genetics, Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge (N.G., S.J.J., S.H.C., L.C.W., J.L.H., C.A.T., H.L.R., P.T.E., S.A.L.)
| | - Jennifer L Halford
- Cardiovascular Disease Initiative (V.N., V.N.M., S.J.J., S.H.C., L.-C.W., J.L.H., P.T.E., S.A.L.), Broad Institute, Cambridge, MA
- Program in Medical and Population Genetics, Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge (N.G., S.J.J., S.H.C., L.C.W., J.L.H., C.A.T., H.L.R., P.T.E., S.A.L.)
| | - Christina Austin-Tse
- Center for Genomic Medicine (C.A.-T., H.L.R.), Massachusetts General Hospital, Boston
- Program in Medical and Population Genetics, Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge (N.G., S.J.J., S.H.C., L.C.W., J.L.H., C.A.T., H.L.R., P.T.E., S.A.L.)
| | - Christopher M Haggerty
- Department of Translational Data Science and Informatics, Geisinger, Danville, PA (C.M.H., B.K.F.)
| | - Stephanie L Harris
- Cardiovascular Genetics Program (S.L.H., E.K.W.), Massachusetts General Hospital, Boston
| | - Eugene K Wong
- Cardiovascular Genetics Program (S.L.H., E.K.W.), Massachusetts General Hospital, Boston
| | - Alvaro Alonso
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA (A.A.)
| | - Dan E Arking
- McKusick-Nathans Institute, Department of Genetic Medicine (D.E.A.), Johns Hopkins University School of Medicine, Baltimore, MD
| | - Emelia J Benjamin
- Boston University School of Public Health, MA (E.J.B., K.L.L.)
- Boston University School of Medicine, MA (E.J.B.)
| | - Eric Boerwinkle
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, University of Texas Health Science Center at Houston (E.B., A.C.M.)
| | - Yuan-I Min
- Department of Medicine, University of Mississippi Medical Center, Jackson (Y.-I.M., A.C.)
| | - Adolfo Correa
- Department of Medicine, University of Mississippi Medical Center, Jackson (Y.-I.M., A.C.)
| | - Brandon K Fornwalt
- Department of Translational Data Science and Informatics, Geisinger, Danville, PA (C.M.H., B.K.F.)
| | - Susan R Heckbert
- Cardiovascular Health Research Unit and Department of Epidemiology (S.R.H.)
| | - Charles Kooperberg
- Division of Public Health Sciences, Fred Hutchinson Cancer Center, Seattle, WA (C.K.)
| | - Henry J Lin
- Institute for Translational Genomics and Population Sciences, Department of Pediatrics, Lundquist Institute for Biomedical Innovation at Harbor-University of California-Los Angeles Medical Center, Torrance (H.J.L., J.I.R.)
| | - Ruth J F Loos
- Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York (R.J.F.L.)
| | | | - Namrata Gupta
- Program in Medical and Population Genetics, Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge (N.G., S.J.J., S.H.C., L.C.W., J.L.H., C.A.T., H.L.R., P.T.E., S.A.L.)
| | - Thomas W Blackwell
- Department of Biostatistics and Center for Statistical Genetics, University of Michigan, Ann Arbor (T.W.B.)
| | - Braxton D Mitchell
- Division of Endocrinology, Diabetes and Nutrition, University of Maryland School of Medicine, Baltimore (B.D.M.)
| | - Alanna C Morrison
- Human Genetics Center, Department of Epidemiology, Human Genetics, and Environmental Sciences, School of Public Health, University of Texas Health Science Center at Houston (E.B., A.C.M.)
| | - Bruce M Psaty
- Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology and Health Systems and Population Health, University of Washington, Seattle, WA (B.M.P.)
| | - Wendy S Post
- Division of Cardiology, Department of Medicine (W.S.P.), Johns Hopkins University School of Medicine, Baltimore, MD
| | - Susan Redline
- Harvard Medical School (S.R.), Brigham and Women's Hospital, Boston, MA
| | - Heidi L Rehm
- Center for Genomic Medicine (C.A.-T., H.L.R.), Massachusetts General Hospital, Boston
- Program in Medical and Population Genetics, Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge (N.G., S.J.J., S.H.C., L.C.W., J.L.H., C.A.T., H.L.R., P.T.E., S.A.L.)
| | - Stephen S Rich
- Center for Public Health Genomics and Department of Public Health Sciences, University of Virginia, Charlottesville (S.S.R.)
| | - Jerome I Rotter
- Institute for Translational Genomics and Population Sciences, Department of Pediatrics, Lundquist Institute for Biomedical Innovation at Harbor-University of California-Los Angeles Medical Center, Torrance (H.J.L., J.I.R.)
| | - Elsayed Z Soliman
- Epidemiological Cardiology Research Center, Wake Forest School of Medicine, Winston-Salem, NC (E.Z.S.)
| | - Nona Sotoodehnia
- Cardiovascular Health Research Unit, Departments of Medicine, Epidemiology, Cardiology, University of Washington, Seattle, WA (N.S.)
| | | | - Patrick T Ellinor
- Cardiovascular Disease Initiative (V.N., V.N.M., S.J.J., S.H.C., L.-C.W., J.L.H., P.T.E., S.A.L.), Broad Institute, Cambridge, MA
- Cardiac Arrhythmia Service and Cardiovascular Research Center (P.T.E., S.A.L.), Massachusetts General Hospital, Boston
- Program in Medical and Population Genetics, Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge (N.G., S.J.J., S.H.C., L.C.W., J.L.H., C.A.T., H.L.R., P.T.E., S.A.L.)
| | - Steven A Lubitz
- Cardiovascular Disease Initiative (V.N., V.N.M., S.J.J., S.H.C., L.-C.W., J.L.H., P.T.E., S.A.L.), Broad Institute, Cambridge, MA
- Cardiac Arrhythmia Service and Cardiovascular Research Center (P.T.E., S.A.L.), Massachusetts General Hospital, Boston
- Program in Medical and Population Genetics, Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge (N.G., S.J.J., S.H.C., L.C.W., J.L.H., C.A.T., H.L.R., P.T.E., S.A.L.)
| |
Collapse
|